{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "instructional-principal",
   "metadata": {},
   "source": [
    "## 1 背景\n",
    "\n",
    "用户输入关键词搜索后，商品列表将会展现给用户，用户点击进入详情⻚，综合决定是否购买。\n",
    "\n",
    "如果有 M 个用户进入同一商品详情⻚，其中 N 个购买了该商品，那么该商品的转化率为 N/M"
   ]
  },
  {
   "attachments": {
    "logloss.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "polished-tiger",
   "metadata": {},
   "source": [
    "## 2 任务\n",
    "\n",
    "选手根据若干天的 5 类数据，预测每个 instance_id 的转化率。 包含:\n",
    "1. 日常的转化率预估\n",
    "2. 特殊日期的转化率预估\n",
    "\n",
    "选手需要根据数据的分布情况判断是哪一类挑战\n",
    "\n",
    "使用下面的公式来评价，越小越好。\n",
    "\n",
    "![logloss.png](attachment:logloss.png)\n",
    "\n",
    "其中 N 表示测试集样本数量，yi 表示测试集(这里的测试集是指不公开的测试数 据)中第 i 个样本的真实标签，pi 表示第 i 个样本的预估转化率。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "worth-march",
   "metadata": {},
   "source": [
    "## 3 提供的数据集文件\n",
    "\n",
    "提供初赛、复赛数据集—round1、round2\n",
    "\n",
    "数据集包括从 2018/9//18 到 2018/9/25 的交易数据，前 7 天公开，最后一天用于结果评测，对选手不公布。\n",
    "\n",
    "每轮比赛提供的数据文件包括:\n",
    "\n",
    "|文件|内容|说明|\n",
    "|:-|:-|:-|\n",
    "|result_demo|样本编号 预测转化率|提交结果示例，每个 instance id 预测一个概率，这里的 instance id 使用 test 中的进行预测。提交文件格式为 txt 或 csv |\n",
    "|test_a|样本编号 除基础数据外的 4 类数据全部属性||\n",
    "|test_b|同 test_a ||\n",
    "|train|同 test_a 加 is_trade 说明是否交易||\n",
    "\n",
    "说明:\n",
    "- 文件都是txt格式\n",
    "- 每行表示一条样本数据，使用’\\r’换行 \n",
    "- 空格分割每个字段，“:”、\",\"和\";\" 都是一个字段内部的分隔符号\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "hollywood-blackberry",
   "metadata": {},
   "source": [
    "## 4 数据说明\n",
    "\n",
    "共5类数据：\n",
    "- 基础数据表提供了搜索广告最基本的信息，以及“是否交易”的标记。\n",
    "- 广告商品信息、用户信息、上下文信息和店铺信息等4类数据，提供了对转化率预估可能有帮助的辅助信息。\n",
    "- 如果一条样本的某个字段为“-1”，表示这个样本的对应字段缺乏数据。\n",
    "\n",
    "各数据字段含义见`2.数据探索.ipynb`文件"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "civilian-birthday",
   "metadata": {},
   "source": [
    "## 5 官方论坛对数据字段业务背景的说明\n",
    "\n",
    "1. 数据中的各个字段中的 category 都是一个体系，所有 property 是另一个体系\n",
    "2. 每个广告商品都有类目(category)和属性(property)的字段。一个广告商品， 有从大到小的若干个类目，以及没有从属关系的若干个属性。每个广告商品的类目 数量不固定，属性数量也不固定。举例说明，某一个广告商品的 item_category_list 可能是“手机;全面屏手机”;这个广告商品的item_property_list 可能是“白色;支持 LTE;4.7英寸屏幕”。\n",
    "3. predict_category_property 是根据上下文信息(搜索词、用户信息、候选集广告信 息)推测出的类目和属性，其中的每一个预测类目对应于若干个(可能为零个)预 测属性。举例说明，某一个样本的 predict_category_property 可能对应于“手机:白 色,支持LTE,4.7英寸屏幕;水果:红色,球形;公司:-1”，其中 -1 表示预测类目“公司”没有 找到适用于当前广告商品的预测属性。\n",
    "4. predict_category_property，根据用户输入的关键词，然后系统自己预测的类目和 属性，是根据用户搜索作出的排序结果，越靠前概率越大\n",
    "5. item_property_list 不区分优先级 \n",
    "6. item_pv_level字段，广告商品被展示次数是该广告展现给所有用户的总次数 \n",
    "7. context_page_id字段，广告商品的展示⻚面编号，加过偏移处理 \n",
    "8. context_timestamp字段，该广告展示给用户时的时间，是个时间点，不是时间段 \n",
    "9. item_category_list字段，有几个等级是不确定的"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}